Voters are bringing AI into their research.
Reporting on how people use chatbots to compare candidates and investigate ballot choices.
Read the reportingPolitical strategy. AI influence. Deep implementation.
Voters are increasingly asking AI what and whom to vote for.
Civic Knowledge Graph enables campaigns and political initiatives to influence AI answers.
We build strong entity relationships between candidates, issues, endorsers and evidence. We strengthen source authority, address the claims shaping AI’s understanding, and deploy the infrastructure that turns your campaign’s strategy into an intervention across its information environment.
Campaigns · Political initiatives · Public affairs · Advocacy
We connect your campaign’s identity, record and evidence in the information delivered from your website, building stronger entity relationships without changing your CMS.
Research & perspective
Reporting and research on AI, information and public decision-making.
Reporting on how people use chatbots to compare candidates and investigate ballot choices.
Read the reportingAxios reports on Nubi, a bilingual voting-information tool built around selected sources, human review and guardrails.
Read the reporting
British Computer SocietyGretchen’s research explores search engines, meaning and the context surrounding information.
Read the researchThe conversation has moved
Voters are bringing questions about candidates, ballot measures and political choices directly to AI systems.
Campaigns need a strategy for the sources and relationships behind those answers. Incomplete records, weak entity connections and misleading claims can shape the response long before a voter reaches your website.
You cannot afford to arrive after the narrative is established.

In the news
NPR reports on voters using chatbots to research ballots, compare candidates and check viral claims—and the risk that AI reinforces what people already believe.
Read the NPR reportingMaham Javaid · NPR, via WUNCOur philosophy
We build an architecture of connected entities, credible sources and defensible claims around your campaign. Our team then implements that strategy across your websites, endorsers, expert evidence and the broader sources AI draws on.
See which sources and arguments are appearing, how they treat your campaign, and where authoritative evidence is absent. Separate an opposing view from a factual error.
Connect candidates, organizations, policy positions and endorsements to the evidence behind them. We build consistent identities and meaningful relationships that help AI understand who holds a position, who supports it and why it matters.
Address misinformation with verifiable facts, current documents and attributable corrections. For Wikipedia and other independent sources, work through transparent, evidence-based processes.
The platform
Our platform connects AI answers to the claims, sources and entities behind them so our team can identify and implement the right changes.
CKG identifies missing evidence, inaccurate claims and influential sources. We use those findings to strengthen public information, deploy technical improvements and measure whether the original AI answers change.
Request a platform walkthroughQuestion-level evidence, accuracy checks and differences across AI systems.
Who gets cited, what a page says, which people and organizations carry the argument.
Readable pages, structured data, missing evidence and prioritized fixes.
Repeated questions, citation changes, new sources and traceable observations.
Implementation at the edge
We strengthen the entity relationships, evidence and authority signals AI receives from your existing website.
The edge is the delivery layer between your website’s server and the people or AI systems requesting a page. CKG adds an approved information layer as the page is delivered, without editing the content in your CMS.
That layer connects your campaign to its positions, endorsers and supporting evidence through structured data. It helps AI retrieve, interpret and cite your website as a stronger source in relevant answers.
Your team keeps its publishing workflow and page design. CKG implements the source and entity strategy at the delivery layer, aligned with your approved public information.
Premium services
Your team owns the political strategy. We bring the specialist AI expertise, technical execution and measurement to put it to work.
Understand how AI represents your campaign, which sources shape it, and where to act first.
Connect identity, public records, policy positions and endorsements to the evidence behind them.
A senior team working across owned, partner and independent information throughout the campaign.
Shared expertise and campaign support for consulting firms, political organizations and candidate slates.
Engagements are scoped to your campaign, timeline and information environment.
Build your engagementReal results from an active client
For a political initiative, CKG strengthened campaign content, connected expert evidence and activated supporting sources. The campaign reported these changes in tested AI answers:
Increase in campaign messaging and sources influencing tested AI conversations.
Time for approved campaign information to enter tested AI answers.
Increase in AI references to content from key endorsers.
Increase in AI references to research supporting the initiative.
“This work is blowing my mind!!!”
Long-term civic infrastructure
CKG connects today’s campaign implementation to a long-term platform for reliable, accessible civic information.
We are developing a durable, source-backed knowledge platform connecting candidates, issues, public records and endorsements. Each contribution can strengthen an information resource that serves future campaigns, organizations and civic questions.
We are seeking investment partners to help scale our working services and intelligence platform into shared civic infrastructure. Talk with us about the platform vision, development priorities and partnership opportunities.
Discuss investment opportunitiesOur intelligence platform and specialist team coordinate work across campaign websites, source networks and portfolios of clients.
Planned workflows will connect messaging review, legal approval where required, version history and publication across multiple websites and campaigns.
Structured profiles, issue pages and attributed records will preserve the context behind public claims and make reliable information easier for AI systems to use.
The people behind CKG
Expertise in search, AI, political strategy and the way information becomes trusted.
AI & information strategy
Gretchen Andrew is a specialist in rewiring AI and search engines to achieve specific business and reputational aims. With a career spanning roles at Google and Intuit, and as a former visiting professor of AI, Gretchen has spent years studying the intersection of human trust and machine logic. Her methods for navigating AI and algorithms have been featured in over 100 global press outlets, including Fortune Magazine, The Washington Post, and Fast Company. Her “Search Engine Art” and algorithmic-based artworks are in The Whitney Museum of American Art's permanent collection and have been exhibited worldwide. She has worked closely with The Wikimedia and Mozilla Foundations on issues of internet literacy.
Currently leading an AI visibility strategy at the Khaleej Times, Gretchen helps media companies understand not just how AI is changing what people notice and trust—but exactly what to do about it.
She is also Founder & Head of Product at Intelligent Attribution where she is pioneering solutions to reverse the AI-driven decline in digital media monetization, ensuring quality journalism can thrive in the age of AI.

Political & civic strategy
Ron Baldwin is a political strategist, entrepreneur, and film and media producer working at the intersection of artificial intelligence, civic information, and storytelling. He is the founder of Baldwin Strategies, founder of Cabal, LLC, and co-founder of Solis Entertainment, where he develops and produces feature films, documentaries, and technology-driven media ventures. Baldwin's career spans both politics and entertainment, giving him a unique perspective on how information is created, distributed, and consumed.
As a political consultant and fundraiser, he has advised elected officials, campaigns, and nonprofit organizations. As a producer, he has developed and financed feature films and documentaries, with projects spanning entertainment, journalism, and public affairs.
His work has consistently focused on how technology and media shape public understanding. He holds an MSc in Behavioural Science from the London School of Economics and serves on the advisory board of the Cambridge Disinformation Summit at the University of Cambridge, bringing together global leaders from government, technology, academia, and civil society to address the challenges posed by disinformation and AI.
Credentials and press coverage relate to the individuals and their work; they do not imply institutional endorsement of CKG.
Our team’s work is featured in
“The curious search results are no accident. They're the work of Gretchen Andrew, a self-proclaimed "Internet Imperialist" and "search engine artist" who has gamed Search Engine Optimization (SEO)”
CNN · October 2020
“[Gretchen] looks at the way that search works, the SEO works, the way the SEO impacts artificial intelligence, the way that natural language processing relates to the binary code.”
Fast Company · June 2021
“Gretchen is manipulating, tricking, undermining and basically making Google her bitch.”
VICE · November 2020

EVA London
Gretchen Andrew’s research has been published in the EVA London proceedings, exploring search engines, meaning and the context surrounding information.
Start the conversation
Put CKG’s entity strategy, source authority and implementation expertise behind your campaign. We build the connections, strengthen the sources and deploy the changes that help your campaign influence AI answers.
For a campaign, political organization, advocacy effort or portfolio of clients.
Put CKG to work